AI-Powered Robotic Systems for Intelligent Retail Shelf Management

Efficient retail shelf organization is crucial for maintaining product visibility and optimizing customer experience. This study presents an AI-driven robotic system designed to autonomously detect, rearrange, and replenish items in dynamic retail environments. By integrating advanced perception models with knowledge-based reasoning, the system enables precise object recognition and strategic placement, even in cluttered spaces. A multi-layered planning framework ensures seamless manipulation and adaptation to real-time shelf conditions. Experimental evaluations demonstrate the robot’s ability to execute intelligent restocking and organization strategies, offering a scalable solution for automated retail management.

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Publication Details

Published
2025-09-12
DOI
https://doi.org/10.31224/5369
Primary Topic
Advanced Manufacturing and Logistics Optimization
Type
article
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article

AI-Powered Robotic Systems for Intelligent Retail Shelf Management

Hira Ajmal
Advanced Manufacturing and Logistics Optimization
article

AI-Powered Robotic Systems for Intelligent Retail Shelf Management

Hira Ajmal
article en

Abstract

Efficient retail shelf organization is crucial for maintaining product visibility and optimizing customer experience. This study presents an AI-driven robotic system designed to autonomously detect, rearrange, and replenish items in dynamic retail environments. By integrating advanced perception models with knowledge-based reasoning, the system enables precise object recognition and strategic placement, even in cluttered spaces. A multi-layered planning framework ensures seamless manipulation and adaptation to real-time shelf conditions. Experimental evaluations demonstrate the robot’s ability to execute intelligent restocking and organization strategies, offering a scalable solution for automated retail management.

Lahore School of Economics (PK)
Openalex Percentile: Top 62%
Advanced Manufacturing and Logistics Optimization
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